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	<title>Shine Solutions Group</title>
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		<title>Building a Lightweight RAG System with the AWS S3 Vector Buckets</title>
		<link>https://shinesolutions.com/2026/05/08/building-a-lightweight-rag-system-with-the-aws-s3-vector-buckets/</link>
					<comments>https://shinesolutions.com/2026/05/08/building-a-lightweight-rag-system-with-the-aws-s3-vector-buckets/#respond</comments>
		
		<dc:creator><![CDATA[Jenny Men]]></dc:creator>
		<pubDate>Fri, 08 May 2026 01:00:37 +0000</pubDate>
				<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[aws]]></category>
		<category><![CDATA[Engineering]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Compliance]]></category>
		<category><![CDATA[GenAI]]></category>
		<category><![CDATA[Generative AI]]></category>
		<category><![CDATA[RAG]]></category>
		<category><![CDATA[S3 Vectors]]></category>
		<category><![CDATA[serverless]]></category>
		<category><![CDATA[Software Engineering]]></category>
		<category><![CDATA[Vector Search]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=33206</guid>

					<description><![CDATA[<p>Large language models (LLMs) can be used to help engineers analyze design documents and verify compliance with standards such as the Australian Government Information Security Manual (ISM). In practice when attempting to add these documents to an LLM&#8217;s context, three issues often appear: A naive...</p>
<p>The post <a href="https://shinesolutions.com/2026/05/08/building-a-lightweight-rag-system-with-the-aws-s3-vector-buckets/">Building a Lightweight RAG System with the AWS S3 Vector Buckets</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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		<post-id xmlns="com-wordpress:feed-additions:1">33206</post-id>	</item>
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		<title>Wiring AI with JIRA for effective testing workflows – An Experiment </title>
		<link>https://shinesolutions.com/2026/04/30/wiring-ai-with-jira-for-effective-testing-workflows-an-experiment/</link>
					<comments>https://shinesolutions.com/2026/04/30/wiring-ai-with-jira-for-effective-testing-workflows-an-experiment/#respond</comments>
		
		<dc:creator><![CDATA[ravdeepsaini]]></dc:creator>
		<pubDate>Thu, 30 Apr 2026 06:49:21 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=32813</guid>

					<description><![CDATA[<p>Quality engineering in fast-paced Agile teams often runs into the same recurring challenges. Jira tickets arrive with vague or incomplete acceptance criteria. Test cases are written inconsistently across team members. When a test suite runs and produces dozens of failures, there&#8217;s rarely enough time to...</p>
<p>The post <a href="https://shinesolutions.com/2026/04/30/wiring-ai-with-jira-for-effective-testing-workflows-an-experiment/">Wiring AI with JIRA for effective testing workflows – An Experiment </a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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		<post-id xmlns="com-wordpress:feed-additions:1">32813</post-id>	</item>
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		<title>Moving Bedrock Solutions to Production with Defence in Depth Beyond Standard Guardrails</title>
		<link>https://shinesolutions.com/2026/03/27/moving-bedrock-solutions-to-production-with-defence-in-depth-beyond-standard-guardrails/</link>
					<comments>https://shinesolutions.com/2026/03/27/moving-bedrock-solutions-to-production-with-defence-in-depth-beyond-standard-guardrails/#respond</comments>
		
		<dc:creator><![CDATA[Ethan Hollins]]></dc:creator>
		<pubDate>Fri, 27 Mar 2026 05:37:16 +0000</pubDate>
				<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[aws]]></category>
		<category><![CDATA[Cloud]]></category>
		<category><![CDATA[Engineering]]></category>
		<category><![CDATA[machine learning]]></category>
		<category><![CDATA[Opinion]]></category>
		<category><![CDATA[Quality Engineering]]></category>
		<category><![CDATA[Security]]></category>
		<category><![CDATA[Services]]></category>
		<category><![CDATA[Software Development]]></category>
		<category><![CDATA[AI Safety]]></category>
		<category><![CDATA[AI Security]]></category>
		<category><![CDATA[Amazon Bedrock]]></category>
		<category><![CDATA[Defense in Depth]]></category>
		<category><![CDATA[Generative AI]]></category>
		<category><![CDATA[Guardrails]]></category>
		<category><![CDATA[Knowledge Bases]]></category>
		<category><![CDATA[Large Language Models]]></category>
		<category><![CDATA[llm]]></category>
		<category><![CDATA[RAG]]></category>
		<category><![CDATA[Responsible AI]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=32877</guid>

					<description><![CDATA[<p>Only 5% of Generative AI tools reach production, and there is a good reason for it. The new world of AI tools is set to storm the market. In only the first half of 2025, more than $44 Billion has already poured into GenAI investment...</p>
<p>The post <a href="https://shinesolutions.com/2026/03/27/moving-bedrock-solutions-to-production-with-defence-in-depth-beyond-standard-guardrails/">Moving Bedrock Solutions to Production with Defence in Depth Beyond Standard Guardrails</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">32877</post-id>	</item>
		<item>
		<title>Ten tips for designing a useful REST service API</title>
		<link>https://shinesolutions.com/2026/03/16/ten-tips-for-designing-a-useful-rest-service-api/</link>
					<comments>https://shinesolutions.com/2026/03/16/ten-tips-for-designing-a-useful-rest-service-api/#respond</comments>
		
		<dc:creator><![CDATA[Ben Teese]]></dc:creator>
		<pubDate>Mon, 16 Mar 2026 00:24:40 +0000</pubDate>
				<category><![CDATA[Software Development]]></category>
		<category><![CDATA[BFF]]></category>
		<category><![CDATA[OpenAPI]]></category>
		<category><![CDATA[REST]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=31981</guid>

					<description><![CDATA[<p>I regularly build front-end UIs that talk to REST services. During this time I&#8217;ve found that some service APIs seem to have been built to accomodate change, whilst others seem to actively work against it. In this post I&#8217;m going to talk about some of...</p>
<p>The post <a href="https://shinesolutions.com/2026/03/16/ten-tips-for-designing-a-useful-rest-service-api/">Ten tips for designing a useful REST service API</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">31981</post-id>	</item>
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		<title>Building MCP: Your LLM’s New Backend-For-Frontend</title>
		<link>https://shinesolutions.com/2026/02/26/building-mcp-your-llms-new-backend-for-frontend/</link>
					<comments>https://shinesolutions.com/2026/02/26/building-mcp-your-llms-new-backend-for-frontend/#respond</comments>
		
		<dc:creator><![CDATA[Sam Dickinson]]></dc:creator>
		<pubDate>Thu, 26 Feb 2026 02:50:06 +0000</pubDate>
				<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Engineering]]></category>
		<category><![CDATA[machine learning]]></category>
		<category><![CDATA[Node.js]]></category>
		<category><![CDATA[Security]]></category>
		<category><![CDATA[Software Development]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[Howto]]></category>
		<category><![CDATA[llm]]></category>
		<category><![CDATA[mcp]]></category>
		<category><![CDATA[OpenAI]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=32444</guid>

					<description><![CDATA[<p>Introduction Recently we had a client for whom we had developed a new set of public APIs, come to us wanting to build an agent to help customers decide what they need to purchase based on their situation.&#160; Given the information is very specific to...</p>
<p>The post <a href="https://shinesolutions.com/2026/02/26/building-mcp-your-llms-new-backend-for-frontend/">Building MCP: Your LLM’s New Backend-For-Frontend</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">32444</post-id>	</item>
		<item>
		<title>Shine Solutions Achieves AWS Premier Tier Partner Status</title>
		<link>https://shinesolutions.com/2025/12/10/shine-solutions-achieves-aws-premier-tier-partner-status/</link>
					<comments>https://shinesolutions.com/2025/12/10/shine-solutions-achieves-aws-premier-tier-partner-status/#respond</comments>
		
		<dc:creator><![CDATA[Matt Fraser]]></dc:creator>
		<pubDate>Wed, 10 Dec 2025 02:37:49 +0000</pubDate>
				<category><![CDATA[aws]]></category>
		<category><![CDATA[Engineering]]></category>
		<category><![CDATA[News]]></category>
		<category><![CDATA[Services]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=32080</guid>

					<description><![CDATA[<p>We’re excited to announce that Shine Solutions has been recognised as an AWS Premier Tier Services Partner – the highest level within the AWS Partner Network (APN) and a milestone achieved by only a select group of partners across Australia and New Zealand.&#160; This recognition...</p>
<p>The post <a href="https://shinesolutions.com/2025/12/10/shine-solutions-achieves-aws-premier-tier-partner-status/">Shine Solutions Achieves AWS Premier Tier Partner Status</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">32080</post-id>	</item>
		<item>
		<title>Blue/Green ECS Deployments with CloudFormation</title>
		<link>https://shinesolutions.com/2025/11/17/blue-green-ecs-deployments-with-cloudformation/</link>
					<comments>https://shinesolutions.com/2025/11/17/blue-green-ecs-deployments-with-cloudformation/#respond</comments>
		
		<dc:creator><![CDATA[Gareth Jones]]></dc:creator>
		<pubDate>Mon, 17 Nov 2025 00:21:11 +0000</pubDate>
				<category><![CDATA[aws]]></category>
		<category><![CDATA[DevOps]]></category>
		<category><![CDATA[devops]]></category>
		<category><![CDATA[ECS]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=31919</guid>

					<description><![CDATA[<p>Amazon introduced native blue-green deployment support in ECS, allowing simultaneous operation of old and new application versions. This strategy minimizes downtime and simplifies rollbacks. The article details how to modify an existing ECS service for blue-green deployments using CloudFormation, enabling more sophisticated and efficient application updates.</p>
<p>The post <a href="https://shinesolutions.com/2025/11/17/blue-green-ecs-deployments-with-cloudformation/">Blue/Green ECS Deployments with CloudFormation</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">31919</post-id>	</item>
		<item>
		<title>Securing LLMs with Bedrock Guardrails for PII</title>
		<link>https://shinesolutions.com/2025/11/11/securing-llms-with-bedrock-guardrails-for-pii/</link>
					<comments>https://shinesolutions.com/2025/11/11/securing-llms-with-bedrock-guardrails-for-pii/#respond</comments>
		
		<dc:creator><![CDATA[Raimee Abbassi]]></dc:creator>
		<pubDate>Mon, 10 Nov 2025 22:55:51 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=31768</guid>

					<description><![CDATA[<p>As organisations continue adopting generative AI, one question consistently surfaces: how do we keep sensitive data safe when models learn from natural language? This post explores how personally identifiable information (PII) behaves in a GenAI world, why traditional data-protection methods fall short, and how Amazon...</p>
<p>The post <a href="https://shinesolutions.com/2025/11/11/securing-llms-with-bedrock-guardrails-for-pii/">Securing LLMs with Bedrock Guardrails for PII</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">31768</post-id>	</item>
		<item>
		<title>How to Set Realistic GenAI Expectations and Measure Real Impact in Your Engineering Team</title>
		<link>https://shinesolutions.com/2025/10/22/how-to-set-realistic-genai-expectations-and-measure-real-impact-in-your-engineering-team/</link>
					<comments>https://shinesolutions.com/2025/10/22/how-to-set-realistic-genai-expectations-and-measure-real-impact-in-your-engineering-team/#respond</comments>
		
		<dc:creator><![CDATA[Matt Fraser]]></dc:creator>
		<pubDate>Tue, 21 Oct 2025 23:41:08 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=31852</guid>

					<description><![CDATA[<p>CTOs are stuck between board GenAI expectations and engineering team scepticism The board wants to know why your engineering productivity hasn&#8217;t increased by 25-30% after implementing GitHub Copilot. Your CFO is questioning the ROI on AI tool licenses. Meanwhile, you&#8217;re caught between vendor promises of...</p>
<p>The post <a href="https://shinesolutions.com/2025/10/22/how-to-set-realistic-genai-expectations-and-measure-real-impact-in-your-engineering-team/">How to Set Realistic GenAI Expectations and Measure Real Impact in Your Engineering Team</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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		<post-id xmlns="com-wordpress:feed-additions:1">31852</post-id>	</item>
		<item>
		<title>NewRelic Workflows Migration via Terraform</title>
		<link>https://shinesolutions.com/2025/10/20/terraform-newrelic-workflows-migration-guide/</link>
					<comments>https://shinesolutions.com/2025/10/20/terraform-newrelic-workflows-migration-guide/#respond</comments>
		
		<dc:creator><![CDATA[Rongjun Xie]]></dc:creator>
		<pubDate>Mon, 20 Oct 2025 00:12:46 +0000</pubDate>
				<category><![CDATA[Uncategorized]]></category>
		<guid isPermaLink="false">https://shinesolutions.com/?p=31475</guid>

					<description><![CDATA[<p>Introduction In the NewRelic deployment guide 2021, Terraform-driven NewRelic deployment was demonstrated using&#160;legacy alert structures: Fast-forward to 2024, NewRelic&#8217;s breaking changes have deprecated legacy alerts in favour of Workflows. Workflows offer a more flexible approach to incident management compared to legacy alerts, especially powerful for...</p>
<p>The post <a href="https://shinesolutions.com/2025/10/20/terraform-newrelic-workflows-migration-guide/">NewRelic Workflows Migration via Terraform</a> appeared first on <a href="https://shinesolutions.com">Shine Solutions Group</a>.</p>
]]></description>
		
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		<post-id xmlns="com-wordpress:feed-additions:1">31475</post-id>	</item>
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